{"id":"W200926260","doi":"","title":"Les manières de produire en agriculture, état des lieux et controverses","year":2010,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Agriculture and Rural Development Research","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005685984,0.0006710615,0.000598434,0.00005467768,0.001360833,0.0009632615,0.001999823,0.001021042,0.001714285],"category_scores_gemma":[0.002263284,0.0003179987,0.000425211,0.0006312571,0.0008193516,0.0003136904,0.001684779,0.001859311,0.0002960991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002614788,"about_ca_system_score_gemma":0.0002108319,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01623928,"about_ca_topic_score_gemma":0.03526063,"domain_scores_codex":[0.989409,0.007049307,0.0006547067,0.001166616,0.0007456896,0.0009746348],"domain_scores_gemma":[0.9928825,0.00291222,0.0004824452,0.0005670823,0.002667778,0.0004879173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00004184922,0.001244607,0.01786657,0.000270151,0.0002157633,0.00003103064,0.008810124,0.00003071322,0.1671842,0.3638682,0.01826401,0.4221728],"study_design_scores_gemma":[0.0004199352,0.000003628455,0.4833027,0.001966706,0.00008431033,0.00007672432,0.001203443,0.0002530342,0.07616239,0.01136682,0.4242048,0.0009555569],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6594712,0.006932711,0.002522289,0.2101115,0.0005595628,0.001644825,0.0002569186,0.000426989,0.118074],"genre_scores_gemma":[0.7755274,0.0106318,0.01893036,0.000331927,0.0002812609,0.0001914181,0.001438549,0.00001579604,0.1926515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4654361,"threshold_uncertainty_score":0.9999393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01915526329711802,"score_gpt":0.2451193779301799,"score_spread":0.2259641146330619,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}